{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from requests_html import HTMLSession"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://www.liepin.com/zhaopin/?keyword=UX\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'互联网/电商': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=040&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '游戏产业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=420&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '计算机软件': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=010&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " 'IT服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=030&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '电子/芯片/半导体': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=050&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '通信业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=060&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '计算机/网络设备': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=020&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '房地产/建筑': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=080&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '规划/设计/装潢': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=100&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '房地产服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=090&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '银行': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=130&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '保险': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=140&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '基金/证券/投资': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=150&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '会计/审计': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=430&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '信托/担保/拍卖': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=500&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '快消品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=190&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '批发零售': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=240&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '服装纺织': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=200&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '家具/家电': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=210&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '办公设备': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=220&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '奢侈品/收藏品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=460&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '珠宝/玩具/工艺品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=470&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '汽车/摩托车': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=350&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '机械/机电/重工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=360&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '印刷/包装/造纸': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=180&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '原材料加工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=370&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '仪器/电气/自动化': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=340&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '制药/生物工程': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=270&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '医疗/保健/美容': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=280&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '医疗器械': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=290&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '能源/水利': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=330&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '石油/化工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=310&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '采掘/冶炼/矿产': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=320&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '环保': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=300&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '新能源': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=490&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '专业服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=120&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '中介服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=110&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '外包服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=440&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '检测/认证': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=450&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '餐饮/酒旅/服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=230&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '文体娱乐': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=260&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '租赁服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=510&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '广告/市场/会展': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=070&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '影视文化': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=170&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '教育培训': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=380&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '交通/物流/运输': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=250&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '贸易/进出口': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=160&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '航空/航天': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=480&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '政务/公共服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=390&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '农林牧渔': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=410&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       " '其他行业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=400&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e'}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业细分 = r.html.xpath(\"//div[@class='sub-industry']/a\")\n",
    "\n",
    "行业字典 = {a.xpath(\"a/text()\")[0]:a.xpath(\"a/@href\")[0]for a in 行业细分}\n",
    "行业字典"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_01&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=040&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_01&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=420&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_01&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=010&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_01&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=030&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_02&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=050&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_02&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=060&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_02&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=020&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_03&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=080&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_03&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=100&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_03&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=090&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_04&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=130&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_04&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=140&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_04&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=150&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_04&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=430&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_04&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=500&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=190&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=240&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=200&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=210&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=220&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=460&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_05&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=470&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_06&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=350&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_06&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=360&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_06&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=180&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_06&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=370&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_06&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=340&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_10&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=270&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_10&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=280&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_10&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=290&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_11&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=330&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_11&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=310&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_11&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=320&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_11&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=300&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_11&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=490&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=120&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=110&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=440&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=450&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=230&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=260&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_07&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=510&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_08&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=070&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_08&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=170&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_08&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=380&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_09&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=250&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_09&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=160&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_09&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=480&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_12&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=390&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_12&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=410&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='subIndustry=&init=-1&industryType=industry_12&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=400&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e', fragment='')]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from urllib.parse import urlparse, parse_qs\n",
    "[ urlparse(x) for x in 行业字典.values()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 51 entries, 0 to 50\n",
      "Data columns (total 6 columns):\n",
      " #   Column    Non-Null Count  Dtype \n",
      "---  ------    --------------  ----- \n",
      " 0   scheme    51 non-null     object\n",
      " 1   netloc    51 non-null     object\n",
      " 2   path      51 non-null     object\n",
      " 3   params    51 non-null     object\n",
      " 4   query     51 non-null     object\n",
      " 5   fragment  51 non-null     object\n",
      "dtypes: object(6)\n",
      "memory usage: 2.5+ KB\n",
      "scheme       1\n",
      "netloc       1\n",
      "path         1\n",
      "params       1\n",
      "query       51\n",
      "fragment     1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>scheme</th>\n",
       "      <th>netloc</th>\n",
       "      <th>path</th>\n",
       "      <th>params</th>\n",
       "      <th>query</th>\n",
       "      <th>fragment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>subIndustry=&amp;init=-1&amp;industryType=industry_01&amp;...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  scheme netloc       path params  \\\n",
       "0                /zhaopin/          \n",
       "\n",
       "                                               query fragment  \n",
       "0  subIndustry=&init=-1&industryType=industry_01&...           "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame([ urlparse(x) for x in 行业字典.values()])\n",
    "df.info()\n",
    "print(df.nunique())\n",
    "df.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "init              1\n",
      "industryType     12\n",
      "headckid          1\n",
      "flushckid         1\n",
      "fromSearchBtn     1\n",
      "industries       51\n",
      "keyword           1\n",
      "ckid              1\n",
      "siTag             1\n",
      "d_sfrom           1\n",
      "d_ckId            1\n",
      "d_curPage         1\n",
      "d_pageSize        1\n",
      "d_headId          1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>keyword</th>\n",
       "      <th>industryType</th>\n",
       "      <th>industries</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_02</td>\n",
       "      <td>050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_02</td>\n",
       "      <td>060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_02</td>\n",
       "      <td>020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_03</td>\n",
       "      <td>080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_03</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_03</td>\n",
       "      <td>090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_04</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_04</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_04</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_04</td>\n",
       "      <td>430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_04</td>\n",
       "      <td>500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_05</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_05</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_05</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_05</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_05</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_05</td>\n",
       "      <td>460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_05</td>\n",
       "      <td>470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_06</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_06</td>\n",
       "      <td>360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_06</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_06</td>\n",
       "      <td>370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_06</td>\n",
       "      <td>340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_10</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_10</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_10</td>\n",
       "      <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_11</td>\n",
       "      <td>330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_11</td>\n",
       "      <td>310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_11</td>\n",
       "      <td>320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_11</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_11</td>\n",
       "      <td>490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_07</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_07</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_07</td>\n",
       "      <td>440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_07</td>\n",
       "      <td>450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_07</td>\n",
       "      <td>230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_07</td>\n",
       "      <td>260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_07</td>\n",
       "      <td>510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_08</td>\n",
       "      <td>070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_08</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_08</td>\n",
       "      <td>380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_09</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_09</td>\n",
       "      <td>160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_09</td>\n",
       "      <td>480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_12</td>\n",
       "      <td>390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_12</td>\n",
       "      <td>410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>UX</td>\n",
       "      <td>industry_12</td>\n",
       "      <td>400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   keyword industryType industries\n",
       "0       UX  industry_01        040\n",
       "1       UX  industry_01        420\n",
       "2       UX  industry_01        010\n",
       "3       UX  industry_01        030\n",
       "4       UX  industry_02        050\n",
       "5       UX  industry_02        060\n",
       "6       UX  industry_02        020\n",
       "7       UX  industry_03        080\n",
       "8       UX  industry_03        100\n",
       "9       UX  industry_03        090\n",
       "10      UX  industry_04        130\n",
       "11      UX  industry_04        140\n",
       "12      UX  industry_04        150\n",
       "13      UX  industry_04        430\n",
       "14      UX  industry_04        500\n",
       "15      UX  industry_05        190\n",
       "16      UX  industry_05        240\n",
       "17      UX  industry_05        200\n",
       "18      UX  industry_05        210\n",
       "19      UX  industry_05        220\n",
       "20      UX  industry_05        460\n",
       "21      UX  industry_05        470\n",
       "22      UX  industry_06        350\n",
       "23      UX  industry_06        360\n",
       "24      UX  industry_06        180\n",
       "25      UX  industry_06        370\n",
       "26      UX  industry_06        340\n",
       "27      UX  industry_10        270\n",
       "28      UX  industry_10        280\n",
       "29      UX  industry_10        290\n",
       "30      UX  industry_11        330\n",
       "31      UX  industry_11        310\n",
       "32      UX  industry_11        320\n",
       "33      UX  industry_11        300\n",
       "34      UX  industry_11        490\n",
       "35      UX  industry_07        120\n",
       "36      UX  industry_07        110\n",
       "37      UX  industry_07        440\n",
       "38      UX  industry_07        450\n",
       "39      UX  industry_07        230\n",
       "40      UX  industry_07        260\n",
       "41      UX  industry_07        510\n",
       "42      UX  industry_08        070\n",
       "43      UX  industry_08        170\n",
       "44      UX  industry_08        380\n",
       "45      UX  industry_09        250\n",
       "46      UX  industry_09        160\n",
       "47      UX  industry_09        480\n",
       "48      UX  industry_12        390\n",
       "49      UX  industry_12        410\n",
       "50      UX  industry_12        400"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "print (df_qs.nunique())\n",
    "df_qs.head()\n",
    "df_qs[['keyword','industryType','industries']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'init': '-1',\n",
       "  'industryType': 'industry_01',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '040',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_01',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '420',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_01',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '010',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
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       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_01',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '030',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
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       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_02',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '050',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_02',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '060',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
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       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_02',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '020',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
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       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_03',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '080',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
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       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
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       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '100',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
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       " {'init': '-1',\n",
       "  'industryType': 'industry_03',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '090',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
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       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_04',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '130',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
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       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_07',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '230',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_07',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '260',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_07',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '510',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_08',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '070',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_08',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '170',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_08',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '380',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_09',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '250',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_09',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '160',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_09',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '480',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_12',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '390',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_12',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '410',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'},\n",
       " {'init': '-1',\n",
       "  'industryType': 'industry_12',\n",
       "  'headckid': '171001ba19e74893',\n",
       "  'flushckid': '1',\n",
       "  'fromSearchBtn': '2',\n",
       "  'industries': '400',\n",
       "  'keyword': 'UX',\n",
       "  'ckid': '171001ba19e74893',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '99df2a2ab336af6fcbaeb64fb4e73b7e',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '99df2a2ab336af6fcbaeb64fb4e73b7e'}]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "列表暫存 = [] # list()\n",
    "for q in df['query']: \n",
    "    字典暫存 = dict()\n",
    "    for k,v in parse_qs(q).items(): # for 鍵,值 in 字典.items():\n",
    "        字典暫存.update({k:v[0]})\n",
    "    列表暫存.append(字典暫存)\n",
    "列表暫存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['040'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}\n",
      "{'互联网/电商': '040', '游戏产业': '420', '计算机软件': '010', 'IT服务': '030', '电子/芯片/半导体': '050', '通信业': '060', '计算机/网络设备': '020', '房地产/建筑': '080', '规划/设计/装潢': '100', '房地产服务': '090', '银行': '130', '保险': '140', '基金/证券/投资': '150', '会计/审计': '430', '信托/担保/拍卖': '500', '快消品': '190', '批发零售': '240', '服装纺织': '200', '家具/家电': '210', '办公设备': '220', '奢侈品/收藏品': '460', '珠宝/玩具/工艺品': '470', '汽车/摩托车': '350', '机械/机电/重工': '360', '印刷/包装/造纸': '180', '原材料加工': '370', '仪器/电气/自动化': '340', '制药/生物工程': '270', '医疗/保健/美容': '280', '医疗器械': '290', '能源/水利': '330', '石油/化工': '310', '采掘/冶炼/矿产': '320', '环保': '300', '新能源': '490', '专业服务': '120', '中介服务': '110', '外包服务': '440', '检测/认证': '450', '餐饮/酒旅/服务': '230', '文体娱乐': '260', '租赁服务': '510', '广告/市场/会展': '070', '影视文化': '170', '教育培训': '380', '交通/物流/运输': '250', '贸易/进出口': '160', '航空/航天': '480', '政务/公共服务': '390', '农林牧渔': '410', '其他行业': '400'}\n"
     ]
    }
   ],
   "source": [
    "def parse_url_qs_for_industries (url):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "\n",
    "\n",
    "参数模板 = parse_url_qs_for_industries(list(行业字典.values())[0])\n",
    "print(参数模板)\n",
    "\n",
    "[ parse_url_qs_for_industries(x)['industries'][0] for x in 行业字典.values()]\n",
    "\n",
    "字典_industries = { k:parse_url_qs_for_industries(v)['industries'][0] for k,v in 行业字典.items()}\n",
    "print (字典_industries)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'互联网/电商': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['040'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '游戏产业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['420'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '计算机软件': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['010'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, 'IT服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['030'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '电子/芯片/半导体': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['050'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '通信业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['060'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '计算机/网络设备': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['020'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '房地产/建筑': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['080'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '规划/设计/装潢': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['100'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': 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['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '交通/物流/运输': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['250'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '贸易/进出口': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['160'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '航空/航天': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['480'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '政务/公共服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['390'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '农林牧渔': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['410'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}, '其他行业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['171001ba19e74893'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['400'], 'keyword': ['UX'], 'ckid': ['171001ba19e74893'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['99df2a2ab336af6fcbaeb64fb4e73b7e'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['99df2a2ab336af6fcbaeb64fb4e73b7e']}}\n"
     ]
    }
   ],
   "source": [
    "def 参数模板生成(industries , keyword ):\n",
    "    参数 = 参数模板.copy()\n",
    "    参数['industries'] = industries\n",
    "    参数['keyword'] = keyword\n",
    "    return (参数)\n",
    "\n",
    "参数_industries_用户体验 = { k:参数模板生成(industries = [v], keyword = ['UX']) for k,v in 字典_industries.items()}\n",
    "print(参数_industries_用户体验)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://www.liepin.com/zhaopin/?init=-1&industryType=industry_01&headckid=171001ba19e74893&flushckid=1&fromSearchBtn=2&industries=040&keyword=UX&ckid=171001ba19e74893&siTag=1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=99df2a2ab336af6fcbaeb64fb4e73b7e&d_curPage=0&d_pageSize=40&d_headId=99df2a2ab336af6fcbaeb64fb4e73b7e'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "session = HTMLSession()\n",
    "payload = 参数_industries_用户体验['互联网/电商']\n",
    "r = session.get( url, params = payload)\n",
    "r.url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "session = HTMLSession()\n",
    "\n",
    "\n",
    "def requests_liepin( url, params):\n",
    "    r = session.get( url , params = payload)\n",
    "\n",
    "    \n",
    "    主要元素 = r.html.xpath( '//ul[@class=\"sojob-list\"]/li')\n",
    "    \n",
    "    \n",
    "    dict_xpaths={ \n",
    "        'text': {\n",
    "            'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "            '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "            '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "            '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "            '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "            '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        },\n",
    "        'text_content': {\n",
    "        },\n",
    "        'href': {\n",
    "            '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        }\n",
    "    }\n",
    "    \n",
    "    \n",
    "    def get_e_text_content(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_text(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_href(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "                   if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "                   else \"\" for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    # 只对主要元素下进行.xpath取值\n",
    "    数据字典 = dict()\n",
    "\n",
    "    数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "    数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "    数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    #数据.to_excel(\"20春_Web数据挖掘_week03_liepin.xlsx\", sheet_name=\"搜查结果\")\n",
    "    return (数据)\n",
    "      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>行业类型</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>6-7k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>学而思网校小猴在线辅导老师（幼教方向）</td>\n",
       "      <td>西安</td>\n",
       "      <td>好未来</td>\n",
       "      <td>https://www.liepin.com/job/1927792135.shtml</td>\n",
       "      <td>https://www.liepin.com/company/922091/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>10-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>直播媒介</td>\n",
       "      <td>北京</td>\n",
       "      <td>钱方好近</td>\n",
       "      <td>https://www.liepin.com/job/1927781015.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7863496/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>国际销售（J10390)</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>西域供应链</td>\n",
       "      <td>https://www.liepin.com/job/1927779263.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8396469/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>独立站站长</td>\n",
       "      <td>杭州-西溪</td>\n",
       "      <td>新兔科技</td>\n",
       "      <td>https://www.liepin.com/job/1927778439.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10100579/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>50-80k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>产品总监</td>\n",
       "      <td></td>\n",
       "      <td>敦煌网</td>\n",
       "      <td>https://www.liepin.com/job/1927774223.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7862497/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>18-30k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>云系统专家</td>\n",
       "      <td>上海</td>\n",
       "      <td>亦鸟经贸</td>\n",
       "      <td>https://www.liepin.com/job/1927788817.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8837771/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-28k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>云安全工程师</td>\n",
       "      <td>上海</td>\n",
       "      <td>亦鸟经贸</td>\n",
       "      <td>https://www.liepin.com/job/1927788741.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8837771/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>Infra工程师</td>\n",
       "      <td>上海</td>\n",
       "      <td>亦鸟经贸</td>\n",
       "      <td>https://www.liepin.com/job/1927788331.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8837771/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-35k·14薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>Infra解决方案架构师</td>\n",
       "      <td>上海</td>\n",
       "      <td>亦鸟经贸</td>\n",
       "      <td>https://www.liepin.com/job/1927788267.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8837771/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>16-37k·12薪</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>建筑设计师</td>\n",
       "      <td>广州</td>\n",
       "      <td>中建四局华南建设有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927787589.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12181453/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2040 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      edu     经验          薪水           时间                   职称     公司地点  \\\n",
       "0   本科及以上   经验不限    6-7k·12薪  2020年04月26日  学而思网校小猴在线辅导老师（幼教方向）       西安   \n",
       "1    学历不限   经验不限  10-30k·12薪  2020年04月26日                 直播媒介       北京   \n",
       "2   本科及以上   1-3年          面议  2020年04月26日         国际销售（J10390)  上海-浦东新区   \n",
       "3   本科及以上  5-10年  15-30k·12薪  2020年04月26日                独立站站长    杭州-西溪   \n",
       "4   本科及以上  5-10年  50-80k·12薪  2020年04月26日                 产品总监            \n",
       "..    ...    ...         ...          ...                  ...      ...   \n",
       "35   统招本科   3-5年  18-30k·12薪  2020年04月26日                云系统专家       上海   \n",
       "36   统招本科  5-10年  20-28k·14薪  2020年04月26日               云安全工程师       上海   \n",
       "37  本科及以上  5-10年  15-20k·14薪  2020年04月26日             Infra工程师       上海   \n",
       "38   统招本科  5-10年  25-35k·14薪  2020年04月26日         Infra解决方案架构师       上海   \n",
       "39  本科及以上  5-10年  16-37k·12薪  2020年04月26日                建筑设计师       广州   \n",
       "\n",
       "            公司名称                                           链结  \\\n",
       "0            好未来  https://www.liepin.com/job/1927792135.shtml   \n",
       "1           钱方好近  https://www.liepin.com/job/1927781015.shtml   \n",
       "2          西域供应链  https://www.liepin.com/job/1927779263.shtml   \n",
       "3           新兔科技  https://www.liepin.com/job/1927778439.shtml   \n",
       "4            敦煌网  https://www.liepin.com/job/1927774223.shtml   \n",
       "..           ...                                          ...   \n",
       "35          亦鸟经贸  https://www.liepin.com/job/1927788817.shtml   \n",
       "36          亦鸟经贸  https://www.liepin.com/job/1927788741.shtml   \n",
       "37          亦鸟经贸  https://www.liepin.com/job/1927788331.shtml   \n",
       "38          亦鸟经贸  https://www.liepin.com/job/1927788267.shtml   \n",
       "39  中建四局华南建设有限公司  https://www.liepin.com/job/1927787589.shtml   \n",
       "\n",
       "                                       公司URL    行业类型  \n",
       "0     https://www.liepin.com/company/922091/  互联网/电商  \n",
       "1    https://www.liepin.com/company/7863496/  互联网/电商  \n",
       "2    https://www.liepin.com/company/8396469/  互联网/电商  \n",
       "3   https://www.liepin.com/company/10100579/  互联网/电商  \n",
       "4    https://www.liepin.com/company/7862497/  互联网/电商  \n",
       "..                                       ...     ...  \n",
       "35   https://www.liepin.com/company/8837771/    其他行业  \n",
       "36   https://www.liepin.com/company/8837771/    其他行业  \n",
       "37   https://www.liepin.com/company/8837771/    其他行业  \n",
       "38   https://www.liepin.com/company/8837771/    其他行业  \n",
       "39  https://www.liepin.com/company/12181453/    其他行业  \n",
       "\n",
       "[2040 rows x 10 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "\n",
    "list_df = list()\n",
    "for k,v in 参数_industries_用户体验.items():\n",
    "    payload = v\n",
    "    df = requests_liepin( url, params = payload)\n",
    "    df = df.assign (行业类型 = k)    \n",
    "    list_df.append(df)\n",
    "\n",
    "df_all = pd.concat(list_df)\n",
    "df_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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